{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import video_utils as vutils\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "file_root = \"your/data/path\" #directory that contains the .png images corresponding to each frame of your video\n",
    "dlib_path = 'shape_predictor_68_face_landmarks.dat' #this file is from: https://github.com/davisking/dlib-models\n",
    "\n",
    "#Get dictionary with video and dlib landmarks\n",
    "output_dict = vutils.extract_video_and_landmarks(file_root, dlib_path, plot=True)\n",
    "\n",
    "#Get landmarks / video\n",
    "pre_land = output_dict['landmarks']\n",
    "video = output_dict['image_block']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Get mask face mask\n",
    "masks, regions_keys, boosted_landmarks = vutils.get_region_mask(video,pre_land)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Get features x frame matrix \n",
    "label_grid,video_grid,video_box,masks_box,mask_grid = vutils.get_grid_signals(video,boosted_landmarks,masks,grid_size=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Features x Time (777, 2500)\n"
     ]
    }
   ],
   "source": [
    "print('Features x Time', video_grid.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the mean video/ labeled mask and its grid\n",
    "plt.figure(figsize = (8,8))\n",
    "plt.imshow(video_box.mean(-1), cmap = 'gray',alpha = 0.9)\n",
    "plt.imshow(masks_box,cmap = 'hot',alpha = 0.4)\n",
    "plt.imshow(mask_grid*2,cmap = 'hot',alpha = 0.15)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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